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The Evolution Of Community Engagement Strategies In The Context Of Advancements In Artificial Intelligence Technologies, Erika Grodzki, Stefanie Powers, Gary Carlin, Hung Chum Kao Oct 2024

The Evolution Of Community Engagement Strategies In The Context Of Advancements In Artificial Intelligence Technologies, Erika Grodzki, Stefanie Powers, Gary Carlin, Hung Chum Kao

Faculty and Staff Publications & Presentations

As the AI landscape continues to evolve, the need for communities to nurture, inform, and challenge these technologies becomes paramount. This panel addresses the importance of traditional and AI driven strategies in terms of community engagement. Four case studies are reviewed to show how AI technologies are being implemented in communities. While AI offers numerous benefits, it is important not to overlook the value of human interaction in building and maintaining thriving community engagement. AI cannot replicate emotional intelligence and authentic relationship building - critical components of community engagement.


A Research And Development Strategy For Whitegrass Pasture: The Dominant Cool Temperate Rangeland Species Of The Falkland Islands, G M. Hoppe, J A. Kerr Oct 2024

A Research And Development Strategy For Whitegrass Pasture: The Dominant Cool Temperate Rangeland Species Of The Falkland Islands, G M. Hoppe, J A. Kerr

IGC Proceedings (1977-2023)

Whitegrass (Cortaderia pilosa), the dominant rangeland plant species in the Falkland Islands, has been estimated to cover approximately 60% of the land area, It generally grows on peat soils and exhibits a range of growth forms depending upon soil drainage, The climate of the islands is cool oceanic with on annual precipitation of 300-650 mm. A brief history of agricultural research (established only in 1975) and work areas is presented. A major constraint to the productivity of the Falkland Islands sheep industry is poor utilisation of whilegrnss·dominant pasture. To develop new management strategies for whitegrass aimed at improved …


Phosphate Fertilizer For Pasture Maintenance In Southern Brazil, O.L P. De Oliverira Oct 2024

Phosphate Fertilizer For Pasture Maintenance In Southern Brazil, O.L P. De Oliverira

IGC Proceedings (1977-2023)

The study was conducted in the south of Brazil at the Brazilian Agricultural Research Enterprise, BMBRAPA. A winter-cultivated pasture stocked for 14 years with different stocking rates ended with different soil phosphorus (P) levels. To evaluate additional pho·sphate fertiliser response on this area, a pot experiment in the glasshouse was carried out. Levels of 0, 20, 40, 80 and 160 kg/ha of P20s were applied on a soil with 12.0, 12.5 and 17.0 ppm of available soil P, respectively, from low, medium and high stocking rates. White clover (Trifolium repens L.) was grown in pots of 2 kg of …


Maritime Behaviour Anomaly Detection With Seasonal Context, Travis Rybicki, Martin Masek, Chiou Peng Lam Oct 2024

Maritime Behaviour Anomaly Detection With Seasonal Context, Travis Rybicki, Martin Masek, Chiou Peng Lam

Research outputs 2022 to 2026

Monitoring maritime traffic has become an important task for ensuring the safety of vessels, as well as the goods, and persons that they may be transporting. An active area of research is the modelling of expected normal vessel behaviour so as to detect subsequent anomalies in new data. Anomalies indicate that a vessel is not behaving in an expected manner and their detection can be flagged for further investigation to identify whether the vessel needs assistance or intervention. An important factor for some vessels in determining normal behaviour is seasonal context. However, current approaches typically do not incorporate seasonality into …


Road Signs Detection Using Ssd Mobilenetv2, Zahraa Salah Dhaif, Nidhal K. El Abbadi Oct 2024

Road Signs Detection Using Ssd Mobilenetv2, Zahraa Salah Dhaif, Nidhal K. El Abbadi

Karbala International Journal of Modern Science

One of the most critical challenges for self-driving vehicles is accurately identifying traffic signs, which are essential for self-navigation and decision-making. Systems for the detection and recognition of road signs play a crucial role in this process by providing vital information for the vehicle's decision-making. This study proposes an approach for road sign identification and recognition utilising the TensorFlow Object Detection API and the SSD MobileNet V2 FPN Lite model.

In this proposal, we combine the efficiency and accuracy of SSD with the lightweight architecture of MobileNet to achieve excellent performance in object detection benchmarks while maintaining a small model …


Effect Of Electronegativity On Environmentally Persistent Free Radical (Epfr) Formation, Persistence, And Toxicity On Transition Metal Oxides, Syed Monjur Ahmed Oct 2024

Effect Of Electronegativity On Environmentally Persistent Free Radical (Epfr) Formation, Persistence, And Toxicity On Transition Metal Oxides, Syed Monjur Ahmed

LSU Doctoral Dissertations

Environmentally persistent free radicals (EPFRs) are a group of emerging environmental pollutants. Owing to their resonance structures, EPFRs have significantly higher lifetimes than typical free radicals, and can induce the formation of reactive oxygen species (ROS) known to cause pulmonary and cardiovascular dysfunction. EPFRs form by the adsorption of organic precursors on a transition metal oxide (TMO) surface and exhibit enough stability to cause negative health and environmental effects. While aromatic and substituted aromatic precursors form EPFRs on TMO surface at elevated temperatures and numerous substituted organics are ubiquitous in various industrial processes and household products, studies have largely overlooked …


Choosing A Forage System For The Future In Dairying Production In The Western Part Of France, Eric P. Gendron Oct 2024

Choosing A Forage System For The Future In Dairying Production In The Western Part Of France, Eric P. Gendron

IGC Proceedings (1977-2023)

A group of 25 dairy farms (44 ha, 38 cows, 7500 kg of milk/cow) was used for elaborating technical and economic references on dairy production systems in the department of Maine et Loire (western France), between 1986 and 1991. Changes in choosing a forage system began with the restriction of dairy production under EC rules introduced in 1984. Very intensive systems (over 10 000 kg of milk/ ha) no longer guaranteed that a better level of production per cow meant a better income for the farmer. After 5 years of study it was possible to propose 4 forage systems with …


Effect Of Grazing Order On Live-Weight Gain Of Young Female Beef Cattle, Jose Fernando Piva Lobato, Blas H.J Cristaldo Albospino, Fernando Rigo Magalhaves, Assan Ali Taher Oct 2024

Effect Of Grazing Order On Live-Weight Gain Of Young Female Beef Cattle, Jose Fernando Piva Lobato, Blas H.J Cristaldo Albospino, Fernando Rigo Magalhaves, Assan Ali Taher

IGC Proceedings (1977-2023)

In order to evaluate the daily live-weight gain and overall live weight of 2 groups of 30 female beef calves from weaning until 2 years of age, an experiment was run at Field Station al Federal University of Rio Grande do Sul, in Eldorado do Sul district. Group A was introduced to the paddocks first, and the animals were allowed to graze half the available pasture. These animals were then removed and group B was introduced and grazed the remaining available pasture, During the first (28 June 1990-19 October 1990), and second (12 June 1991-16 October 1991 ), winter-spring seasons, …


Animal Keeping By Grazing, I Vinczeffy, M Kota Oct 2024

Animal Keeping By Grazing, I Vinczeffy, M Kota

IGC Proceedings (1977-2023)

This study calls attention to some important parameters and effects of the pasture and grazing, on the basis of our experiments carried out during the last 45 years.


Breeding To Reduce Susceptibility To Bloat In Dairy Cattle, C A. Morris, R J. Wilkins Oct 2024

Breeding To Reduce Susceptibility To Bloat In Dairy Cattle, C A. Morris, R J. Wilkins

IGC Proceedings (1977-2023)

An experiment with Friesian x Jersey cross cattle was established in 1972 at Ruakura, in order to select in 2 closed herds for high (HS) or low (LS) susceptibility to pasture bloat. By the 1990 calf crop, there was a difference in adjusted bloat score between herds of 0.94 units (1.93 genetic standard deviations). The repeatability and heritability of a single bloat score were 0.13+0.02, and 0.12+0.06, with a heritability of 0.52+0.22 for mean bloat score. Annual death rates from bloat have averaged 2.6% in the HS herd and 0.8% in the LS herd (0% in the LS herd for …


Influence Of Renovation Of Old Fescue Pasture On Beef Production, J A. Josifovich Oct 2024

Influence Of Renovation Of Old Fescue Pasture On Beef Production, J A. Josifovich

IGC Proceedings (1977-2023)

The influence of renovation by interseeding of a 30-year-old fescue (Festuca arundinacea Schreb.) pasture, naturally invaded with dallisgrass (Paspalum dilatatum Poir.), was evaluated during 3 years at the Pergamino Experiment Station. The renovation was done by minimum tillage equipment using a spring-toothed cultivator, The mixture sown was brome (Bromus 1mioloides H.B.K.) cv. Martfn Fierro MAG, chicory (Cichoriumorium intybus L.) cv. San Pedro INTA, red clover (Trifolium pratense L.) cv. El Surefto INTA, white clover (Trifolium repens L,) cv. El Lucero MAG, and Persian clover (Trifolium resupinatum L.) cv. La yapalNTA. There were 2 treatments: …


Some Effects Of Sole Pasture Diets On Reproductive Performance Of Lactating Cows In Seasonal Dairy Herds, K L. Macmillan, S Mcdougall Oct 2024

Some Effects Of Sole Pasture Diets On Reproductive Performance Of Lactating Cows In Seasonal Dairy Herds, K L. Macmillan, S Mcdougall

IGC Proceedings (1977-2023)

The reproductive performance of 631 dairy cows in 5 herds which had a single concentrated calving programme in late winter was monitored through the post-partum period and the breeding programme. The cows in ench herd were of high genetic merit and received a sole ration of pasture grazed in situ. Anoestrous animals which had failed to ovulate since calving were identified before the start of the breeding programme. The average post-partum interval to first oestrus was 48.5 days, but ranged from 35.7 to 58,5 days in individual herds. It was 86.6 days in the anoestrous cows which represented 18.7% of …


Experience With Grazing Geese On Pasture, G Nacy, S Mihok Oct 2024

Experience With Grazing Geese On Pasture, G Nacy, S Mihok

IGC Proceedings (1977-2023)

Under large field and model experimental conditions large flocks of geese were grazed. Rotational grazing was utilised in order to avoid sward damage by overgrazing and environmental pollution by too much goose droppings on the grazed area. Observations included grazing habits of geese, selection of grasses and herbs by geese, rotational grazing and use of electric fences, effect of goose droppings on grass and the necessity of grain supplementation for meat geese grazed on pasture. Our experiences show that the geese grazed deeper into the sward canopy than any other grazing domestic animal in Hungary. The geese did not select …


Trends In Intensive Temperate Grassland Systems, J D. Leaver, F Weissbach Oct 2024

Trends In Intensive Temperate Grassland Systems, J D. Leaver, F Weissbach

IGC Proceedings (1977-2023)

Intensification of grassland in temperate zones has been successful in substantially increasing output of animal products per unit area of land. This trend is unlikely to continue, however, where intensification has been supported by large subsidies, as in EC countries. The high costs of both subsidising the production systems and the export of surplus products is not sustainable. The distortion in world trade caused by such policies combined with concerns over the environmental implications of intensification has already led to CAP reforms in Europe to de-intensify ruminant. livestock systems. Liberalisation of world trade through GA TT could lend to further …


Behavior Of Goats And Sheep On An Eroded Hill Country Pasture In Winter, L A. Greaves, M E. Wedderburn Oct 2024

Behavior Of Goats And Sheep On An Eroded Hill Country Pasture In Winter, L A. Greaves, M E. Wedderburn

IGC Proceedings (1977-2023)

The behaviour of cashmere-producing does was compared with that of Romney ewes on an area of surface erosion in pasture-dominated hill country during winter. Five ewes and 5 does were monitored. Each group was observed for 4 days, during June-July, from dawn to dusk. A fixed, remote video camera was used to record the animals' behaviour. Tapes were later analysed, noting animal activity, position and time. Bwes spent 13% of their day on the eroded surfaces compared to 2% for the does, Does were observed on the erosion mainly in the afternoon, whereas the ewes were present at all stages …


Lysimeter Study Of The Fate Of Nitrogen In Animal Urine Applied To Flood-Irrigated Pasture, K C. Cameron, P M. Fraser Oct 2024

Lysimeter Study Of The Fate Of Nitrogen In Animal Urine Applied To Flood-Irrigated Pasture, K C. Cameron, P M. Fraser

IGC Proceedings (1977-2023)

The fate of nitrogen (N) in animal urine returns to flood irrigated pasture was studied using large soil monolith lysimeters (800 nun diameter x 1200 mm deep). Over a period of I year, the largest fraction of applied 15N (44%) was recovered by the pasture plants. The total amount (42 kg N/ha) and average peak concentration of N, in the leachate (42 µgN/ml) were less than values reported for many: other agricultural situations (e.g., ploughed pasture). The amount of N lost by denitrification was high (28% of applied 15N) and attributed to the wet soil conditions which prevailed. The amount …


Factors Affecting Plant Sulphur Requirements In New Zealand Pastoral And Arable Systems, M L. Nguyen, K M. Goh Oct 2024

Factors Affecting Plant Sulphur Requirements In New Zealand Pastoral And Arable Systems, M L. Nguyen, K M. Goh

IGC Proceedings (1977-2023)

This paper reviews major factors affecting sulphur (S) cycling in New Zealand pastoral and arable· systems and identifies areas of research required to improve the efficient use of S fertilisers and soil S reserves. In the grazed pastoral system, S removal in animal products constitutes a small fraction of total S output while S leaching losses and excreta! S transfer losses to stock camps are substantial. Although grazing animals may cause a considerable S loss from the system, they enhance the oxidation of elemental S. Accumulated soil organic S due to the return of animal excreta and long-term annual applications …


An Overview Of The New Zealand Experience In Establishing, Maintaining, And Utilizing White Clover Based Pastures, M B. O'Connor, A M. Bryant, R A. Prestidge Oct 2024

An Overview Of The New Zealand Experience In Establishing, Maintaining, And Utilizing White Clover Based Pastures, M B. O'Connor, A M. Bryant, R A. Prestidge

IGC Proceedings (1977-2023)

Establishment of white clover (Trifolium repens L.) involves the provision of all major and minor elements necessary for clover growth and N fixation (particularly P, S, K, Mo). Nitrogen fertiliser is not necessary. Inoculation of seed with rhizobium is required where white clover has not been grown previously and in difficult environments. Pest control where necessary is enhanced by insecticidal and nematicidal seed coatings on the white clover seed, Barty management is critical and involves regulnr close grazing during the first 6 months. Maintenance of white clover pastures involves annual inputs of fertiliser (P, S, K) with lime at …


Recent Considerations Of Grassland "Soil Quality" In Temperate Regions, S P. Mcgrath, S C. Jarvis Oct 2024

Recent Considerations Of Grassland "Soil Quality" In Temperate Regions, S P. Mcgrath, S C. Jarvis

IGC Proceedings (1977-2023)

The term "soil quality" is increasingly being used in Europe, albeit in an ill-defined way. Perceived quality depends critically on the use being made of the soil and the tolerance of other parts of the environment to substances moving from soils. This paper focuses on issues relevant to the maintenance of quality in temperate grassland soils. Soils are under threat from heavy metals, organic contaminants and radionuclides because they are sinks for many of these substances, thus lending to accumulation. The impact of these contaminants is assessed, along with the management options and relevant legislation to minimise their effects. Most …


Carcinogenicity Of Bracken Fern (Pteridium Spp.) In Relationship To Grazing Ruminants, B L. Smith, D R. Lauren, P P. Embling, M Agnew Oct 2024

Carcinogenicity Of Bracken Fern (Pteridium Spp.) In Relationship To Grazing Ruminants, B L. Smith, D R. Lauren, P P. Embling, M Agnew

IGC Proceedings (1977-2023)

Bracken fern (Pteridium spp.) is the only higher plant which has been shown to cause cancer naturally in animals. Bracken contains ptaquiloside (Pta) a known clastogen and mutagen which is believed to be the major carcinogen involved in the urinary bladder neoplasia. In New Zealand, bracken fern from an area where bovine enzootic haematuria occurs has been shown to have much higher concentrations of Pia than an area where the disease has not been identified. The difference was shown to be related to the bracken rather than the environment and was widespread for the plants in the two areas …


A Slow Release Intra-Ruminal Device For Protection Against Facial Eczema In Sheep, R Munday, E A. Fowke, A M. Thompson, C Wesselink, N R. Towers Oct 2024

A Slow Release Intra-Ruminal Device For Protection Against Facial Eczema In Sheep, R Munday, E A. Fowke, A M. Thompson, C Wesselink, N R. Towers

IGC Proceedings (1977-2023)

Facial eczema (FE) is a hepatogenous photosensitization disease of ruminants which causes severe losses in agricultural revenue in New Zealand. It is caused by sprophytic, a myotoxin produced by the saprophytic pastoral fungus Pilllomyces chartarum. Zinc (Zn) salts, given to animals before exposure to the toxin, protect against the harmful effects of sporidesmin. Large amounts of Zn are required and dosing must be continued, at regular intervals, throughout the period when animals are exposed to the fungus. While practicable for dairy cattle, these requirements preclude the routine use of Zn for FB prophylaxis in sheep. For these animals, a …


Effect Of Tiller Endophyte Infection Frequency And Nitrogen Fertilizer Rate Of Tall Fescue On Steer Performance Over Nine Seasons Of Grazing, J A. Stuedemann, S R. Wilkinson, D P. Belesky, F N. Thompson, D L. Breedlove, D M. Hildreth, H Ciordia, A H. Parks, C S. Hoveland, J Huang Oct 2024

Effect Of Tiller Endophyte Infection Frequency And Nitrogen Fertilizer Rate Of Tall Fescue On Steer Performance Over Nine Seasons Of Grazing, J A. Stuedemann, S R. Wilkinson, D P. Belesky, F N. Thompson, D L. Breedlove, D M. Hildreth, H Ciordia, A H. Parks, C S. Hoveland, J Huang

IGC Proceedings (1977-2023)

Acremonium coenopliialium-infected tall fescue (Festuca arrundinacea Schreb.) is associated with animal health problems including reduced ,veight gains. Twelve 0.7 ha paddocks were used to study Kentucky- 31 tall fescue at low (LE=25%) or high (HE::58%) tiller endophyte (E) infection frequencies and fertilised with either 134 (LN) or 336, kg nitrogen/ha/year (HN) in a 22 factorial arrangement of treatments. Yearling Angus steers grazed under put-and-take management from April or May through late July or early August in each of nine years. In all except one year, ADG was lower (P<0.0769 to P<0.0018) on HE than LE. In 4 of 9 years, HN lowered (P<0.0821 to P<0.0003) ADG compared to LN. In only 2 of 9 years was there an NxE interaction (P<0,0537), the interactions expressing opposite effects when comparing the 2 years. In all but 3 years there was a linear (P<0.0606 to P<0.0019) relationship between endophyte infection rate and ADG. In only 1 of 9 years were quadratic effects significant (P<0.0407). Endophyte infestation consistently lowered steer AOG in a linear fashion with N effects less distinct,


Integration Of High Formononetin Red Clover In Sheep Grazing Systems, G S. Baxter, D R. Stevens, A J. Harris Oct 2024

Integration Of High Formononetin Red Clover In Sheep Grazing Systems, G S. Baxter, D R. Stevens, A J. Harris

IGC Proceedings (1977-2023)

Pasture and animal production from pastures based on perennial ryegrass (Lolium perenne L.) with either white clover (Trifolium repens L.), red clover (Trifolium pratense L.), or a dual clover base having 60% of the area in white clover and 40% in red clover, were compared over 3 years in self-contained I ha farmlets stocked with 20 ewes/ha, Annual pasture production was similar on all three farmlets, although autumn production of the red clover farmlet was significantly lower than the white or mixed clover systems. Legume production was greatest on the mixed and red clover farmlets in summer and the …


Drought Pearl Millet- An Unpalatable Enigma, D J. Minson, J B. Hacker, M Shimojo, P Stuart, J Slatter Oct 2024

Drought Pearl Millet- An Unpalatable Enigma, D J. Minson, J B. Hacker, M Shimojo, P Stuart, J Slatter

IGC Proceedings (1977-2023)

After planting in late 1989 there were many reports that Nutrifeed was unpalatable to cattle, sheep and horses. Seventy­five properties were visited where unpalatability was common, a questionnaire was distributed and samples of forage and soil were analysed. Forty-six properties reported unpalatability but on the other 29, pearl millet was palatable. Unpalatability developed only when forage grown on soil high in available nitrogen was subjected to a shortage of water. Unpalatable forage was dark green, contained more than 3S g N/kg DM and was often low in phosphorus, After rain or irrigation the new growth was usually palatable but stock …


Coping With Mycotoxins That Constrain Animal Production, N R. Towers, M R. Siegel Oct 2024

Coping With Mycotoxins That Constrain Animal Production, N R. Towers, M R. Siegel

IGC Proceedings (1977-2023)

Many fungi are parasites and saprophytes of growing and conserved forage crops. A number of these produce mycoloxins, the synthesis of which is controlled by the interaction of fungal and host genomes and the environment. Mycotoxins have diverse chemical structures and elicit a range of responses in ruminant animals. Some of the more important mycotoxin-producing fungi found in forages include Claviceps spp. (ergot alkaloids, paspalitrems) and Acremonium spp. (ergot alkaloids, lolitrcms) causing various forms of ergot toxicity and neurological (lremorgenic) disorders; Pithomyces clrartarum (sporidesmin) and other fungal species causing photosensitisation (e.g., facial eczema, geeldikkop); Phomopsis /eptoslromiformis (phomopsins) causing lupinosis; Rhizoctonia …


Recent Developments In Higher Plant Toxin Research Of Relevance To Animal Production, A A. Seawright, M P. Hegarty Oct 2024

Recent Developments In Higher Plant Toxin Research Of Relevance To Animal Production, A A. Seawright, M P. Hegarty

IGC Proceedings (1977-2023)

Advances have been achieved in the diagnosis of chronic intoxications caused by poisonous plants in which the pathological changes present In the affected animals are not definitive, by the chemical identification of toxin adducts in their tissues. This has been demonstrated for pyrrolizidine alkaloids which are of global significance as plant poisons and has resulted on occasion in more determined efforts in eliminating the plants responsible. Many plant toxins need to be metabolised for toxicity within the animal's tissues in order to result in disease, and the furanoterpenes found mainly in myoporaceous plants are e,rnmples, Dietary regimes that lend lo …


Invertebrate Pests, Plant Pathogens And Beneficial Organisms Of Improved Temperate Pastures, R P. Pottinger, M J. Barbeiti, T J. Ridsdill-Smith Oct 2024

Invertebrate Pests, Plant Pathogens And Beneficial Organisms Of Improved Temperate Pastures, R P. Pottinger, M J. Barbeiti, T J. Ridsdill-Smith

IGC Proceedings (1977-2023)

The role of pests, pathogens and beneficial organisms in temperate pasture and animal production is highlighted. Significant differences between pests and. the severity of their infestations exists between the Northern and Southern Hemispheres, because both pasture and pest species and their natural enemies have been carried by colonists to the New World countries in the Southern Hemisphere, Pests and pathogens place significant constraints on the sustainability and productivity of pastoral agriculture. Acquisition of basic databases and development of a wider range of controls has occurred over the past 25 years, but the effort has been disjointed. Knowledge of the more …


Invertebrate Pests, Plant Pathogens, And Beneficial Organisms In Extensive Natural Grassland, J G. Watts, L W. Burgess, E W. Huddleston Oct 2024

Invertebrate Pests, Plant Pathogens, And Beneficial Organisms In Extensive Natural Grassland, J G. Watts, L W. Burgess, E W. Huddleston

IGC Proceedings (1977-2023)

After many decades of research on their control, insects and weeds still arc a major factor in semi-arid grassland ranching. Much has been learned concerning their biology, habits and chemical control but penetrating study of the microbial world surrounding them is quite recent. Plant pathogens are credited with little damage to semi­arid grasslands. Potentially, their most important role may be one of toxigensis among grazing animals after unusual weather that promotes exceptional increase of any one or a combination of several indigenous toxigenic fungi on senescing grasses. Objective cost-benefit consideration of pest and disease control was limited in past decades …


Creating Sustainable School And Home Gardens: Wildlife Monitoring Using Bioacoustics, Kaitlin Campbell, Rita Hagevik, Kathy Cabe Trundle Oct 2024

Creating Sustainable School And Home Gardens: Wildlife Monitoring Using Bioacoustics, Kaitlin Campbell, Rita Hagevik, Kathy Cabe Trundle

All Current Publications

Animals use sounds to communicate with each other, just like humans. Humans can listen in on animals by using a bioacoustic monitoring device, a passive device that quietly records surrounding sounds. Bioacoustic monitoring devices blend in with the environment, allowing us to know what types of animals appear when we’re gone. The device collects and stores data and allows us to visualize, analyze, and identify animals from the sounds they make.


The Association Between Oral Microbiome, Oral Inflammation, Periodontal Disease, And Systemic Metabolism In Individuals With/Without Type 1 Diabetes, Mianli Xiao Oct 2024

The Association Between Oral Microbiome, Oral Inflammation, Periodontal Disease, And Systemic Metabolism In Individuals With/Without Type 1 Diabetes, Mianli Xiao

USF Tampa Graduate Theses and Dissertations

This study explores the associations between oral microbiomes, periodontal disease (PD), and systemic metabolism in individuals with and without Type 1 diabetes (T1D). Data were obtained from 208 participants (99 with T1D, 109 non-diabetic) in the Coronary Artery Calcification in Type 1 Diabetes (CACTI) pilot study and 283 participants from the Oral Microbiome ancillary cohort study. Both studies included the collection of saliva or subgingival plaque samples. Microbial DNA was extracted, and the V4 region of the 16S rRNA gene was sequenced using the Illumina MiSeq platform. Machine learning models, including Random Forest (RF) and Multi-layer Perceptron (MLP), were applied …